2025
Which Algorithms Have Tight Generalization Bounds?
NeurIPS 2025spotlight
We study which machine learning algorithms have tight generalization bounds with respect to a given collection of population distributions. Our results build on and extend the recent work of Gastpar et al. (2023). First, we present conditions that preclude the existence of tight generalization bound…